CLINC-Single-Domain-OOS

Few-Shot-Intent-Detection 是一个存储库，专为有/没有超出范围 (OOS) 意图的小样本意图检测而设计。它包括流行的具有挑战性的意图检测数据集和基线。什么是 OOS 查询： OOD-OOS：即域外OOS。对话系统不支持的一般范围外查询，也称为域外 OOS。例如，在银行系统中请求在线 NBA/电视节目服务。 ID-OOS：即域内OOS。与范围内意图更相关的范围外查询，这使得意图检测任务更具挑战性。例如，请求银行系统不支持的银行服务。Few-Shot-Intent-Detection is a repository dedicated to few-shot intent detection with or without out-of-scope (OOS) intents. It comprises popular and challenging intent detection datasets as well as baseline approaches. The definition of OOS queries is as follows: OOD-OOS (Out-of-Domain OOS): These are general out-of-scope queries unsupported by dialogue systems, also termed out-of-domain OOS. For instance, requesting online NBA or TV show services within a banking system. ID-OOS (In-Domain OOS): These are out-of-scope queries that are more closely related to in-scope intents, rendering the intent detection task more challenging. For example, requesting a banking service that is not supported by the corresponding banking system.

搜集汇总

背景与挑战

背景概述

CLINC-Single-Domain-OOS是一个专注于小样本意图检测的数据集，特别设计用于处理超出范围（OOS）查询，包括域外OOS和更具挑战性的域内OOS情况。该数据集旨在评估意图检测模型的鲁棒性，由Google Research等机构于2020年发布，并提供相关论文和代码资源。